1 | background
2 | questions
3 | approaches
4 | methods
5 | results
6 | future
7 | conclusions
March 3rd, ’23
1 | background
2 | questions
3 | approaches
4 | methods
5 | results
6 | future
7 | conclusions
i.e. an in-house production.
haha made you look
Primary Roads
Cirsium scariosum
Solidago spathulata & Megachile wheeleri, by A. Litz
FPNW 2nd
PICTURE OF RMBL
workflow
PICTURE OF POLLEN SLIDES FORM EMILY PRESENTATION
Corbiculae Sample
LINEAR REGRESSION IMAGE
a single species
SPATIAL SUBSET PICTURE
WEIBULL PICTURE ?
workflow
Leaf Tissue from RMH
hyb-seq
IMAGE OF COMPUTER BUILDING
database
corbiculae
| Metric | Value | Metric | Value |
|---|---|---|---|
| Accuracy (Training) | 83.75 | F-Score | 0.84 |
| Accuracy (Test) | 84.00 | AUC | 0.92 |
| Recall | 81.03 | Concordance | 0.92 |
| True Neg. Rate | 86.97 | Discordance | 0.08 |
| Precision | 88.04 | Tied | 0.00 |
he 554 vascular plants with biotic pollination syndromes, the 493 ML ensembles accurately predicted the presence of 362 (65.3%), incorrectly predicted the presence of 64 (11.6%), incorrectly predicted 34 true presences (6.1%) as being absent, and correctly predicted the true absence of 33 (6.0%).
The balanced accuracy of the ensembled models is 0.627 (Sensitivity = 0.340, Specificity 0.914). Of the 554 vascular plants with biotic pollination syndromes, the 475 LM ensembles accurately predicted the presence of 286 (51.6%), incorrectly predicted the presence of 41 (14.3%), incorrectly predicted 93 true presences (16.8%) as being absent, and correctly predicted the true absence of 55 (9.9%). The balanced accuracy of the ensembled models is 0.664 (Sensitivity = 0.573, Specificity 0.754). Of the 554 vascular plants with biotic pollination syndromes in the flora 13 (2.3%) were in the Orchid family and 41 (7.4%) are non-natives, both of which are restricted from the database, and can only reduce the number of true predicted presences by roughly 10%.
| ml | lm | |
|---|---|---|
| ensembles | 493 | 473 |
| true + | 362 | 286 |
| true - | 33 | 55 |
| false + | 64 | 41 |
| false - | 34 | 93 |
flower dates
promising
two super fantastic technicians for the field seasons I worked during school, made my life SO easy
find them funding and recruit them, and then give me a finders fee.
Employment: Yingying Xie, Josh Scholll, Sam Isham, Kelly McMillen, Kay Hajek, Linda Vance, Cassandra Owen, Ken Holsinger
Project: Nyree Zerega, Pat Herendeen, Hilary Noble, Zoe Diaz-Martinez, Angela McDonnell, Elena Loke, Ian Breckheimer, Ben Legler, Ernie Nelson, Charles (Rick) Williams, D. Knoke, L. Brummer, J. Boyd, C. Davidson, I. Gilman, M. Kirkpatrick, S. McCauley, J. Smith, K. Taylor, & C. Williams. David Giblin, Mare Nazaire, Sarah Burnett, Lauren Price, T.C.H. Cole. eliot Gardner.